{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "from shutil import copyfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.image import imread\n",
    "import pathlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_folder = ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']\n",
    "nimgs = {}\n",
    "for i in image_folder:\n",
    "    nimages = len(os.listdir('../dataset/'+i+'/'))\n",
    "    nimgs[i]=nimages\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.bar(range(len(nimgs)), list(nimgs.values()), align='center')\n",
    "plt.xticks(range(len(nimgs)), list(nimgs.keys()))\n",
    "plt.title('Distribution of different classes of Dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_folder = ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']\n",
    "\n",
    "for i in image_folder:\n",
    "    sample_images = list(pathlib.Path('../dataset/'+i+'/').rglob('*/'))\n",
    "    np.random.seed(42)\n",
    "    rand_imgs = np.random.choice(sample_images, size=10*10)\n",
    "\n",
    "    shapes = []\n",
    "    for img in rand_imgs:\n",
    "        shapes.append(imread(str(img)).shape)\n",
    "    \n",
    "    shapes = pd.DataFrame().assign(X=pd.Series(shapes).map(lambda s: s[0]), Y=pd.Series(shapes).map(lambda s: s[1]))\n",
    "    \n",
    "    plt.figure(figsize=(12, 8))\n",
    "    sns.set_context(\"notebook\", font_scale=1.5)\n",
    "    sns.kdeplot(shapes['X'], bw=75)\n",
    "    sns.kdeplot(shapes['Y'], bw=75)\n",
    "    plt.title('Distribution of {}_image Sizes'.format(i))\n",
    "    ax = plt.gca()\n",
    "    ax.set_xlim(0, ax.get_xlim()[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    os.mkdir('../weather_pred/Data')\n",
    "    os.mkdir('../weather_pred/Data/training')\n",
    "    os.mkdir('..weather_pred/Data/validation')\n",
    "    os.mkdir('../weather_pred/Data/training/cloudy')\n",
    "    os.mkdir('../weather_pred/Data/training/foggy')\n",
    "    os.mkdir('../weather_pred/Data/training/rainy')\n",
    "    os.mkdir('../weather_pred/Data/training/shine')\n",
    "    os.mkdir('../weather_pred/Data/training/sunrise')\n",
    "    os.mkdir('../weather_pred/Data/validation/cloudy')\n",
    "    os.mkdir('../weather_pred/Data/validation/foggy')\n",
    "    os.mkdir('../weather_pred/Data/validation/rainy')\n",
    "    os.mkdir('../weather_pred/Data/validation/shine')\n",
    "    os.mkdir('../weather_pred/Data/validation/sunrise')\n",
    "except OSError:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_data(SOURCE, TRAINING, VALIDATION, SPLIT_SIZE):\n",
    "    files = []\n",
    "    for filename in os.listdir(SOURCE):\n",
    "        file = SOURCE + filename\n",
    "        if os.path.getsize(file) > 0:\n",
    "            files.append(filename)\n",
    "        else:\n",
    "            print(filename + \" is zero length, so ignoring.\")\n",
    "\n",
    "    training_length = int(len(files) * SPLIT_SIZE)\n",
    "    valid_length = int(len(files) - training_length)\n",
    "    shuffled_set = random.sample(files, len(files))\n",
    "    training_set = shuffled_set[0:training_length]\n",
    "    valid_set = shuffled_set[training_length:]\n",
    "\n",
    "    for filename in training_set:\n",
    "        this_file = SOURCE + filename\n",
    "        destination = TRAINING + filename\n",
    "        copyfile(this_file, destination)\n",
    "\n",
    "    for filename in valid_set:\n",
    "        this_file = SOURCE + filename\n",
    "        destination = VALIDATION + filename\n",
    "        copyfile(this_file, destination)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "CLOUDY_SOURCE_DIR = '.../dataset/cloudy/'\n",
    "TRAINING_CLOUDY_DIR = '.../weather_pred/Data/training/cloudy/'\n",
    "VALID_CLOUDY_DIR = '.../weather_pred/Data/validation/cloudy/'\n",
    "\n",
    "FOGGY_SOURCE_DIR = '.../dataset/foggy/'\n",
    "TRAINING_FOGGY_DIR = '../weather_pred/Data/training/foggy/'\n",
    "VALID_FOGGY_DIR = '.../weather_pred/Data/validation/foggy/'\n",
    "\n",
    "RAINY_SOURCE_DIR = '.../dataset/rainy/'\n",
    "TRAINING_RAINY_DIR = '.../weather_pred/Data/training/rainy/'\n",
    "VALID_RAINY_DIR = '.../weather_pred/Data/validation/rainy/'\n",
    "\n",
    "SHINE_SOURCE_DIR = '.../dataset/shine/'\n",
    "TRAINING_SHINE_DIR = '.../weather_pred/Data/training/shine/'\n",
    "VALID_SHINE_DIR = '.../weather_pred/Data/validation/shine/'\n",
    "\n",
    "SUNRISE_SOURCE_DIR = '.../dataset/sunrise/'\n",
    "TRAINING_SUNRISE_DIR = '.../weather_pred/Data/training/sunrise/'\n",
    "VALID_SUNRISE_DIR = '.../weather_pred/Data/validation/sunrise/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "split_size = .85"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "split_data(CLOUDY_SOURCE_DIR, TRAINING_CLOUDY_DIR, VALID_CLOUDY_DIR, split_size)\n",
    "split_data(FOGGY_SOURCE_DIR, TRAINING_FOGGY_DIR, VALID_FOGGY_DIR, split_size)\n",
    "split_data(RAINY_SOURCE_DIR, TRAINING_RAINY_DIR, VALID_RAINY_DIR, split_size)\n",
    "split_data(SHINE_SOURCE_DIR, TRAINING_SHINE_DIR, VALID_SHINE_DIR, split_size)\n",
    "split_data(SUNRISE_SOURCE_DIR, TRAINING_SUNRISE_DIR, VALID_SUNRISE_DIR, split_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_folder = ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']\n",
    "nimgs = {}\n",
    "for i in image_folder:\n",
    "    nimages = len(os.listdir('../weather_pred/Data/training/'+i+'/'))\n",
    "    nimgs[i]=nimages\n",
    "plt.figure(figsize=(9, 6))\n",
    "plt.bar(range(len(nimgs)), list(nimgs.values()), align='center')\n",
    "plt.xticks(range(len(nimgs)), list(nimgs.keys()))\n",
    "plt.title('Distribution of different classes in Training Dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training cloudy images are: 255\n",
      "Training foggy images are: 255\n",
      "Training rainy images are: 255\n",
      "Training shine images are: 212\n",
      "Training sunrise images are: 297\n"
     ]
    }
   ],
   "source": [
    "for i in ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']:\n",
    "    print('Training {} images are: '.format(i)+str(len(os.listdir('../weather_pred/Data/training/'+i+'/')))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_folder = ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']\n",
    "nimgs = {}\n",
    "for i in image_folder:\n",
    "    nimages = len(os.listdir('../weather_pred/Data/validation/'+i+'/'))\n",
    "    nimgs[i]=nimages\n",
    "plt.figure(figsize=(9, 6))\n",
    "plt.bar(range(len(nimgs)), list(nimgs.values()), align='center')\n",
    "plt.xticks(range(len(nimgs)), list(nimgs.keys()))\n",
    "plt.title('Distribution of different classes in Validation Dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valid cloudy images are: 45\n",
      "Valid foggy images are: 45\n",
      "Valid rainy images are: 45\n",
      "Valid shine images are: 38\n",
      "Valid sunrise images are: 53\n"
     ]
    }
   ],
   "source": [
    "for i in ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']:\n",
    "    print('Valid {} images are: '.format(i)+str(len(os.listdir('../weather_pred/Data/validation/'+i+'/')))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TF_GPU",
   "language": "python",
   "name": "tf_gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
